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Achieving multi-modal brain disease diagnosis performance using only single-modal images through generative AI 通过生成式人工智能,仅使用单模态图像实现多模态脑疾病诊断性能
Pub Date : 2024-07-10 DOI: 10.1038/s44172-024-00245-w
Kaicong Sun, Yuanwang Zhang, Jiameng Liu, Ling Yu, Yan Zhou, Fang Xie, Qihao Guo, Han Zhang, Qian Wang, Dinggang Shen
Brain disease diagnosis using multiple imaging modalities has shown superior performance compared to using single modality, yet multi-modal data is not easily available in clinical routine due to cost or radiation risk. Here we propose a synthesis-empowered uncertainty-aware classification framework for brain disease diagnosis. To synthesize disease-relevant features effectively, a two-stage framework is proposed including multi-modal feature representation learning and representation transfer based on hierarchical similarity matching. Besides, the synthesized and acquired modality features are integrated based on evidential learning, which provides diagnosis decision and also diagnosis uncertainty. Our framework is extensively evaluated on five datasets containing 3758 subjects for three brain diseases including Alzheimer’s disease (AD), subcortical vascular mild cognitive impairment (MCI), and O[6]-methylguanine-DNA methyltransferase promoter methylation status for glioblastoma, achieving 0.950 and 0.806 in area under the ROC curve on ADNI dataset for discriminating AD patients from normal controls and progressive MCI from static MCI, respectively. Our framework not only achieves quasi-multimodal performance although using single-modal input, but also provides reliable diagnosis uncertainty. Kaicong Sun and colleagues design a generative uncertainty-aware AI framework to facilitate brain disease diagnosis using single-modal input. Validated on five datasets comprising thousands of subjects, this approach shows promising results close to using multi-modal input across three types of brain disease.
与使用单一成像模式相比,使用多种成像模式进行脑疾病诊断显示出更优越的性能,但由于成本或辐射风险等原因,多模式数据在临床常规工作中并不容易获得。在此,我们提出了一种综合赋能的不确定性感知分类框架,用于脑疾病诊断。为了有效合成疾病相关特征,我们提出了一个两阶段框架,包括多模态特征表征学习和基于分层相似性匹配的表征转移。此外,基于证据学习对合成和获取的模态特征进行整合,从而提供诊断决策和诊断不确定性。我们的框架在包含 3758 名受试者的五个数据集上进行了广泛评估,这些数据集涉及三种脑部疾病,包括阿尔茨海默病(AD)、皮层下血管性轻度认知障碍(MCI)和胶质母细胞瘤的 O[6]-methylguanine-DNA 甲基转移酶启动子甲基化状态,在 ADNI 数据集上区分 AD 患者和正常对照组以及进行性 MCI 和静态 MCI 的 ROC 曲线下面积分别达到了 0.950 和 0.806。虽然使用的是单模态输入,但我们的框架不仅实现了准多模态性能,还提供了可靠的诊断不确定性。孙开聪及其同事设计了一个生成式不确定性感知人工智能框架,利用单模态输入促进脑疾病诊断。该方法在由数千名受试者组成的五个数据集上得到验证,在三种类型的脑疾病中显示出接近使用多模态输入的良好效果。
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引用次数: 0
Single-cell and extracellular nano-vesicles biosensing through phase spectral analysis of optical fiber tweezers back-scattering signals 通过光纤镊子反向散射信号的相位光谱分析实现单细胞和细胞外纳米粒子生物传感
Pub Date : 2024-07-10 DOI: 10.1038/s44172-024-00240-1
Beatriz J. Barros, João P. S. Cunha
Diagnosis of health disorders relies heavily on detecting biological data and accurately observing pathological changes. A significant challenge lies in detecting targeted biological signals and developing reliable sensing technology for clinically relevant results. The combination of data analytics with the sensing abilities of Optical Fiber Tweezers (OFT) provides a high-capability, multifunctional biosensing approach for biophotonic tools. In this work, we introduced phase as a new domain to obtain light patterns in OFT back-scattering signals. By applying a multivariate data analysis procedure, we extract phase spectral information for discriminating micro and nano (bio)particles. A newly proposed method—Hilbert Phase Slope—presented high suitability for differentiation problems, providing features able to discriminate with statistical significance two optically trapped human tumoral cells (MKN45 gastric cell line) and two classes of non-trapped cancer-derived extracellular nanovesicles – an important outcome in view of the current challenges of label-free bio-detection for multifunctional single-molecule analytic tools. The light patterns in backscattering signals of Optical Fiber Tweezers (OFT) has been demonstrated able to discriminate a wide range of microparticles. Barros and Cunha take this a step further by extracting the phase spectral information from OFT backscattering signals. This approach allows for the detection and identification of tumoral cell and extracellular nanovesicle features in complex biological media.
健康疾病的诊断在很大程度上依赖于检测生物数据和准确观察病理变化。检测目标生物信号和开发可靠的传感技术以获得临床相关结果是一项重大挑战。数据分析与光纤镊子(OFT)的传感能力相结合,为生物光子工具提供了一种高能力、多功能的生物传感方法。在这项工作中,我们引入了相位这一新领域,以获取 OFT 背散射信号中的光模式。通过应用多元数据分析程序,我们提取了相位光谱信息,用于区分微米和纳米(生物)颗粒。一种新提出的方法--希尔伯特相位斜率--非常适用于区分问题,它提供的特征能够以统计学意义区分两种光学捕获的人类肿瘤细胞(MKN45 胃细胞系)和两类非捕获的癌症衍生细胞外纳米颗粒--鉴于目前多功能单分子分析工具在无标记生物检测方面面临的挑战,这是一项重要成果。光导纤维镊子(OFT)反向散射信号中的光型已被证明能够区分各种微颗粒。Barros 和 Cunha 在此基础上更进一步,从光纤镊反向散射信号中提取了相位光谱信息。这种方法可以检测和识别复杂生物介质中的肿瘤细胞和细胞外纳米微粒特征。
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引用次数: 0
Solutions for decarbonising urban bus transport: a life cycle case study in Saudi Arabia 城市公交脱碳解决方案:沙特阿拉伯生命周期案例研究
Pub Date : 2024-07-09 DOI: 10.1038/s44172-024-00238-9
Chengcheng Zhao, Leiliang Zheng Kobayashi, Awad Bin Saud Alquaity, Jean-Christophe Monfort, Emre Cenker, Noliner Miralles, S. Mani Sarathy
With heavy reliance on fossil fuels, countries like Saudi Arabia face challenges in reducing carbon emissions from urban bus transportation. Herein, we address the gaps in evaluating proton-exchange membrane fuel cell buses and develop a globally relevant life-cycle assessment model using Saudi Arabia as a case study. We consider various bus propulsion technologies, including fuel cell buses powered by grey and blue hydrogen, battery electric buses, and diesel engines, and include the shipping phase, air conditioning load, and refuelling infrastructure. The assessment illustrates fuel cell buses using blue hydrogen can reduce emissions by 53.6% compared to diesel buses, despite a 19.5% increase in energy use from carbon capture and storage systems. Battery electric buses are affected by the energy mix and battery manufacturing, so only cut emissions by 16.9%. Sensitivity analysis shows climate benefits depend on energy sources and efficiencies of carbon capture and hydrogen production. By 2030, grey and blue hydrogen-powered fuel cell buses and battery electric buses are projected to reduce carbon emissions by 19.3%, 33.4%, and 51% respectively, compared to their 2022 levels. Fully renewable-powered battery electric buses potentially achieve up to 89.6% reduction. However, fuel cell buses consistently exhibit lower environmental burdens compared to battery electric buses. Chengcheng Zhao and co-authors study the potential of battery electric buses and hydrogen polymer electrolyte membrane fuel cell buses. They analyse their usage in urban transport and quantify the environmental impact.
由于严重依赖化石燃料,沙特阿拉伯等国在减少城市公交车运输碳排放方面面临挑战。在此,我们针对质子交换膜燃料电池公交车评估中存在的不足,以沙特阿拉伯为案例,开发了一个全球相关的生命周期评估模型。我们考虑了各种巴士推进技术,包括以灰色和蓝色氢气为动力的燃料电池巴士、电池电动巴士和柴油发动机,并包括运输阶段、空调负荷和加气基础设施。评估结果表明,与柴油巴士相比,使用蓝色氢气的燃料电池巴士可减少 53.6% 的排放量,尽管碳捕集与封存系统的能耗增加了 19.5%。电池电动公交车受能源组合和电池制造的影响,只能减少 16.9% 的排放量。敏感性分析表明,气候效益取决于能源以及碳捕集与氢生产的效率。到 2030 年,与 2022 年的水平相比,灰色和蓝色氢动力燃料电池公交车和电池电动公交车的碳排放量预计将分别减少 19.3%、33.4% 和 51%。完全可再生动力的电池电动公交车可实现高达 89.6% 的减排。不过,与电池电动公交车相比,燃料电池公交车的环境负担始终较低。Chengcheng Zhao 和合著者研究了电池电动公交车和氢聚合物电解质膜燃料电池公交车的潜力。他们分析了它们在城市交通中的应用,并量化了对环境的影响。
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引用次数: 0
Operability-economics trade-offs in adsorption-based CO2 capture processes 以吸附为基础的二氧化碳捕获工艺的操作性与经济性权衡
Pub Date : 2024-07-05 DOI: 10.1038/s44172-024-00244-x
Steven Sachio, Adam Ward, Ronny Pini, Maria M. Papathanasiou
Dispatchable low-carbon power underpins the transition to a sustainable energy system, providing balancing load for the integration of intermittent renewable power. In such load-following operation, the post-combustion carbon capture process must be capable of highly transient operation. Here we have developed a computational framework that integrates process design, operability and techno-economic assessment of a pressure-vacuum swing adsorption process for CO2 capture. We demonstrate that the cost-optimal design has limited process flexibility, challenging reactiveness to disturbances in the flue gas conditions. Flexibility can be introduced by relaxing the CO2 recovery constraint on the operation, albeit at the expense of the capture efficiency of the process. We discover that adsorption-based processes can be designed to enhance flexibility, while improving performance with respect to the operational constraints on CO2 recovery and purity. The results herein demonstrate a trade-off between process economics and process operability, which must be rationalised to integrate CO2 capture units in low-carbon energy systems. Drs Papathanasiou & Pini, and colleagues present a model-based approach for efficient design of sorbent-based post-combustion carbon capture. They quantify operability-cost trade-offs and identify suitable candidate designs that satisfy CO2 purity and recovery constraints.
可调度的低碳电力是向可持续能源系统过渡的基础,可为间歇性可再生能源电力的整合提供平衡负荷。在这种负载跟随运行中,燃烧后碳捕集工艺必须能够高度瞬态运行。在此,我们开发了一个计算框架,将二氧化碳捕集的压力-真空变速吸附工艺的工艺设计、可操作性和技术经济评估融为一体。我们证明,成本最优设计的工艺灵活性有限,难以对烟气条件的干扰做出反应。可以通过放宽对运行的二氧化碳回收限制来引入灵活性,尽管这要以牺牲工艺的捕获效率为代价。我们发现,基于吸附技术的工艺设计可以提高灵活性,同时在二氧化碳回收和纯度的操作限制方面提高性能。本文的研究结果表明了工艺经济性和工艺可操作性之间的权衡,要将二氧化碳捕集装置整合到低碳能源系统中,就必须合理利用这两者。Papathanasiou & Pini 博士及其同事提出了一种基于模型的方法,用于高效设计基于吸附剂的燃烧后碳捕集。他们量化了操作性与成本之间的权衡,并确定了满足二氧化碳纯度和回收约束条件的合适候选设计。
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引用次数: 0
Polarization sensing of network health and seismic activity over a live terrestrial fiber-optic cable 通过实时陆地光缆对网络健康状况和地震活动进行偏振传感
Pub Date : 2024-07-04 DOI: 10.1038/s44172-024-00237-w
Charles J. Carver, Xia Zhou
Wide-scale sensing of natural and human-made events is critical for protecting against environmental disasters and reducing the monetary losses associated with telecommunication service downtime. However, achieving dense sensing coverage is difficult, given the high deployment overhead of modern sensor networks. Here we offer an in-depth exploration of state-of-polarization sensing over fiber-optic networks using unmodified optical transceivers to establish a strong correlation with ground truth distributed acoustic sensing. To validate our sensing methodology, we collect 85 days of polarization and distributed acoustic sensing measurements along two colocated, 50 km fiber-optic cables in Southern California. We then examine how polarization sensing can improve network reliability by accurately modeling overall network health and preemptively detecting traffic loss. Finally, we explore the feasibility of wide-scale seismic monitoring with polarization sensing, showcasing the polarization perturbations following low-intensity earthquakes and the potential to more than double seismic monitoring coverage in Southern California alone. Carver and Zhou demonstrate the potential of state-of polarization sensing when applied to unmodified, terrestrial fiber-optic networks. This type of sensing is shown to detect events of both anthropic and seismic origin.
对自然和人为事件进行大范围感知,对于防范环境灾害和减少电信服务停机造成的经济损失至关重要。然而,鉴于现代传感器网络的高部署开销,实现高密度传感覆盖十分困难。在此,我们利用未修改的光收发器对光纤网络上的极化传感状态进行了深入探讨,以建立与地面实况分布式声学传感的紧密联系。为了验证我们的传感方法,我们沿南加州两条 50 千米长的同轴光缆收集了 85 天的偏振和分布式声学传感测量数据。然后,我们研究了偏振传感如何通过准确模拟整体网络健康状况和预先检测流量损失来提高网络可靠性。最后,我们探讨了利用偏振传感进行大范围地震监测的可行性,展示了低强度地震后的偏振扰动,以及仅在南加州就能将地震监测覆盖范围扩大一倍以上的潜力。Carver 和 Zhou 展示了将状态偏振传感应用于未修改的陆地光纤网络的潜力。结果表明,这种传感方式可以探测到人为和地震引起的事件。
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引用次数: 0
Bridging the Gap: commodifying infrastructure spatial dynamics with crowdsourced smartphone data 缩小差距:利用众包智能手机数据将基础设施空间动态商品化
Pub Date : 2024-07-04 DOI: 10.1038/s44172-024-00243-y
Liam Cronin, Soheil Sadeghi Eshkevari, Thomas J. Matarazzo, Sebastiano Milardo, Iman Dabbaghchian, Paolo Santi, Shamim N. Pakzad, Carlo Ratti
Structural information deficits about aging bridges have led to several avoidable catastrophes in recent years. Data-driven methods for bridge vibration monitoring enable frequent, accurate structural assessments; however, the high costs of widespread deployments of these systems make important condition information a luxury for bridge owners. Smartphone-based monitoring is inexpensive and has produced structural information, i.e., modal frequencies, in crowdsensing applications. Even so, current methods cannot extract spatial vibration characteristics with uncontrolled datasets that are needed for damage identification. Here we present an extensive real-world study with crowdsourced smartphone-vehicle trips within motor vehicles in which we estimate absolute value mode shapes and simulate damage detection capabilities. Our method analyzes over 800 trips across four road bridges with main spans ranging from 30 to 1300 m in length, representing about one-quarter of bridges in the United States. We demonstrate a bridge health monitoring platform compatible with ride-sourcing data streams that check conditions daily. The result has the potential to commodify data-driven structural assessments globally. Liam Cronin and colleagues develop an end-to-end approach for crowdsourcing vibration data from cell phones in vehicles to extract bridge vibration characteristics known to be sensitive to structural damage.
近年来,老化桥梁结构信息的缺失导致了几起本可避免的灾难。以数据为驱动的桥梁振动监测方法可实现频繁、准确的结构评估;然而,广泛部署这些系统的高昂成本使得重要的状况信息对桥梁所有者来说是一种奢望。基于智能手机的监测成本低廉,并能在群体感应应用中产生结构信息,即模态频率。即便如此,目前的方法仍无法通过不受控制的数据集提取损坏识别所需的空间振动特征。在此,我们介绍了一项广泛的真实世界研究,研究对象是机动车内的众包智能手机-车辆行程,我们在其中估算了绝对值模态振型并模拟了损坏检测能力。我们的方法分析了四座公路桥梁的 800 多次行程,这些桥梁的主跨长度从 30 米到 1300 米不等,约占美国桥梁总数的四分之一。我们展示了一个桥梁健康监测平台,该平台与每天检查桥梁状况的骑行数据流兼容。其结果有可能在全球范围内实现数据驱动结构评估的商品化。Liam Cronin 及其同事开发了一种端到端的方法,从车载手机中众包振动数据,提取已知对结构损坏敏感的桥梁振动特征。
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引用次数: 0
Sensor organic light-emitting diode display, combining fingerprint and biomarker capturing 传感器有机发光二极管显示屏,兼具指纹和生物标记捕捉功能
Pub Date : 2024-07-04 DOI: 10.1038/s44172-024-00239-8
Chul Kim, Kwang Soo Bae, Gunhee Kim, Dae-Young Lee, Gyeongub Moon, Dongwook Yang, Hyeonjun Lee, Jongyeop An, Jungwoo Park, Seokgyu Yoon, Cheol Gon Lee, Mu Kyung Jeon, Sanghwan Cho, Sunghan Kim, Yongjo Kim, Changhee Lee
Display has been evolving its role as a conventional optical output device into an user interactive input and output device by harnessing various sensors and taking full advantage of its user interaction friendly nature. To demonstrate this phenomenon, here we report a full organic photodiode embedded organic light-emitting diode display as multiple objects sensing platform which identifies the user’s physiological data based on the obtained photoplethysmography signal and also detects a fingerprint for an authentication concurrently in a single device. This paper introduces the technical breakthroughs to solve the complex technical challenges due to the crosstalks induced within the shared common layers during the full integration of the two conflicting devices and also the method made possible for the multiple objects sensing with the measurement results. Consequently, we believe it could prove a progression of display to a fully bidirectional innovative smart user interactive device and also could take a role as a sophisticated future display beyond organic light-emitting diode display. Chul Kim and colleagues show a sensor display which is able to capture biometric data. In one device, they combine fingerprint identification and biomarker estimation while maintaining the same display quality.
通过利用各种传感器并充分利用其用户交互友好的特性,显示器已从传统的光学输出设备发展成为用户交互式输入和输出设备。为了展示这一现象,我们在此报告了一种全有机光电二极管嵌入式有机发光二极管显示屏,作为多物体传感平台,该显示屏可根据获得的光电血压信号识别用户的生理数据,还可在单一设备中同时检测用于身份验证的指纹。本文介绍了在技术上的突破,以解决在两个相互冲突的设备完全集成过程中由于共享共用层内的串扰而产生的复杂技术难题,并介绍了利用测量结果实现多目标传感的方法。因此,我们相信它可以证明显示屏向完全双向创新智能用户交互设备的发展,也可以作为未来超越有机发光二极管显示屏的复杂显示屏发挥作用。Chul Kim 及其同事展示了一种能够捕捉生物特征数据的传感器显示器。在一个设备中,他们将指纹识别和生物标记估计结合在一起,同时保持了相同的显示质量。
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引用次数: 0
A digital twin for parallel liquid-state nuclear magnetic resonance spectroscopy 用于并行液态核磁共振光谱分析的数字孪生系统
Pub Date : 2024-06-29 DOI: 10.1038/s44172-024-00233-0
Mengjia He, Dilara Faderl, Neil MacKinnon, Yen-Tse Cheng, Dominique Buyens, Mazin Jouda, Burkhard Luy, Jan G. Korvink
One approach to increasing nuclear magnetic resonance measurement sample throughput is to implement multiple, independent detection sites. However, the presence of radio frequency interference poses a challenge in multi-detector systems, particularly in unshielded coil arrays lacking sufficient electrical isolation. This issue can lead to unwanted coupling of inductive coils, resulting in excitation pulse interference and signal transfer among multiple detection sites. Here we propose a theoretical framework that combines electromagnetic simulation with spin-dynamic calculations. This framework enables the evaluation of coil coupling effects, the design of parallel pulse sequences to mitigate inter-channel coupling, and the separation of composite free induction decays obtained from multiple detectors. The parallel pulse compensation scheme was validated by a 2-channel parallel spectroscopy experiment. These results provide valuable insights for the design of parallel nuclear magnetic resonance hardware and for exploring the limits of parallelization capacity within a fixed magnet system. Mengjia He and colleagues mitigate unwanted interference between inductive coils in multi-detector nuclear magnetic resonance spectroscopy. Their framework enables a compensation mechanism and enhances the parallelisation capacity.
提高核磁共振测量样本吞吐量的一种方法是采用多个独立的检测点。然而,射频干扰的存在给多检测器系统带来了挑战,尤其是在缺乏足够电气隔离的非屏蔽线圈阵列中。这个问题会导致电感线圈产生不必要的耦合,造成激励脉冲干扰和多个检测点之间的信号传递。在此,我们提出了一个结合电磁模拟和自旋动力学计算的理论框架。通过这一框架,我们可以评估线圈耦合效应,设计并行脉冲序列以减轻通道间耦合,并分离从多个探测器获得的复合自由感应衰减。并行脉冲补偿方案通过双通道并行光谱实验进行了验证。这些结果为设计并行核磁共振硬件和探索固定磁体系统内并行化能力的极限提供了宝贵的见解。何孟佳及其同事减轻了多探头核磁共振光谱中电感线圈之间不必要的干扰。他们的框架实现了一种补偿机制,并提高了并行化能力。
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引用次数: 0
Numerical investigation of module-level inhomogeneous ageing in lithium-ion batteries from temperature gradients and electrical connection topologies 从温度梯度和电气连接拓扑结构看锂离子电池模块级不均匀老化的数值研究
Pub Date : 2024-06-25 DOI: 10.1038/s44172-024-00222-3
Haosong He, Ashley Fly, Edward Barbour, Xiangjie Chen
The distribution of current/voltage can be further regulated by optimising the electrical connection topology, considering a particular battery thermal management systems. This study numerically investigates a 4P6S battery module with two connection topologies: 1) a straight connection topology, where the sub-modules consist of parallel-connected cells that are serial connected in a linear configuration, and 2) a parallelogram connection topology, where the sub-modules are serial connected in a parallelogram configuration. We find that the straight topology is more advantageous, as it allows the temperature gradient to be distributed among the parallel-connected cells in the sub-modules, mitigating over(dis)charging. Consequently, it achieves a 0.8% higher effective capacity than the parallelogram topology at 1C discharge, along with a higher state of health at 80.15% compared to 80% for the parallelogram topology. Notably, the straight topology results in a maximum current maldistribution of 0.24C at 1C discharge, which is considered an acceptable trade-off. Haosong He and co-authors study the impact of topology on the battery thermal management. They find the straight topology leads to more even distribution of temperature gradients among sub-modules, mitigating the over(dis)charging issue.
考虑到特定的电池热管理系统,可通过优化电气连接拓扑结构进一步调节电流/电压的分布。本研究对具有两种连接拓扑结构的 4P6S 电池模块进行了数值研究:1)直线连接拓扑,即子模块由并联电池组成,这些电池以直线配置串行连接;2)平行四边形连接拓扑,即子模块以平行四边形配置串行连接。我们发现,直线拓扑结构更具优势,因为它允许温度梯度在子模块中并联连接的电池之间进行分配,从而减轻过(失)充现象。因此,在 1C 放电条件下,直拓扑比平行四边形拓扑的有效容量高 0.8%,健康状态也更高,达到 80.15%,而平行四边形拓扑为 80%。值得注意的是,直线拓扑结构在 1C 放电时会导致 0.24C 的最大电流分布失调,这是可以接受的权衡。Haosong He 和合著者研究了拓扑结构对电池热管理的影响。他们发现直线拓扑结构会使子模块之间的温度梯度分布更加均匀,从而缓解过(失)充问题。
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引用次数: 0
Compressive confocal microscopy imaging at the single-photon level with ultra-low sampling ratios 超低采样率的单光子级压缩共聚焦显微成像技术
Pub Date : 2024-06-25 DOI: 10.1038/s44172-024-00236-x
Shuai Liu, Bin Chen, Wenzhen Zou, Hao Sha, Xiaochen Feng, Sanyang Han, Xiu Li, Xuri Yao, Jian Zhang, Yongbing Zhang
Laser-scanning confocal microscopy serves as a critical instrument for microscopic research in biology. However, it suffers from low imaging speed and high phototoxicity. Here we build a novel deep compressive confocal microscope, which employs a digital micromirror device as a coding mask for single-pixel imaging and a pinhole for confocal microscopic imaging respectively. Combined with a deep learning reconstruction algorithm, our system is able to achieve high-quality confocal microscopic imaging with low phototoxicity. Our imaging experiments with fluorescent microspheres demonstrate its capability of achieving single-pixel confocal imaging with a sampling ratio of only approximately 0.03% in specific sparse scenarios. Moreover, the deep compressive confocal microscope allows single-pixel imaging at the single-photon level, thus reducing the excitation light power requirement for confocal imaging and suppressing the phototoxicity. We believe that our system has great potential for long-duration and high-speed microscopic imaging of living cells. Shuai Liu, Bin Chen and colleagues improve imaging speed and reduced phototoxicity in confocal microimaging by building a deep compressive confocal microscope. Digital micromirror acts as a coding mask for deep learning-based reconstruction algorithms.
激光扫描共聚焦显微镜是生物学显微研究的重要仪器。然而,它存在成像速度低、光毒性高等问题。在这里,我们建立了一种新型深度压缩共聚焦显微镜,它采用数字微镜装置作为编码掩模,分别用于单像素成像和针孔共聚焦显微成像。结合深度学习重建算法,我们的系统能够实现高质量、低光毒性的共聚焦显微成像。我们对荧光微球的成像实验证明,在特定的稀疏场景下,该系统能够实现采样率仅约为 0.03% 的单像素共聚焦成像。此外,深度压缩共聚焦显微镜可在单光子水平上实现单像素成像,从而降低了共聚焦成像对激发光功率的要求,并抑制了光毒性。我们相信,我们的系统在活细胞的长时间高速显微成像方面具有巨大潜力。刘帅、陈斌及其同事通过构建深压缩共聚焦显微镜,提高了共聚焦显微成像的成像速度并降低了光毒性。数字微镜作为基于深度学习的重建算法的编码掩模。
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引用次数: 0
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